Visualizations of Medalla Slashing Activity

This document was made using (Xie, Allaire, and Grolemund 2018) and (Ushey, Allaire, and Tang 2020) as an interface to python. All plots made using (Inc. 2015)

## Figure({
##     'data': [{'marker': {'color': array([0.        , 1.5849625 , 5.28540222, ..., 0.        , 0.        ,
##                                          0.        ])},
##               'mode': 'markers',
##               'name': 'Normal Operation',
##               'text': array([ 1.,  3., 39., ...,  1.,  1.,  1.]),
##               'type': 'scatter',
##               'x': array([ 92,   2,   1, ..., 100,  72,   1]),
##               'y': array([  3,   1,   1, ...,   2,   1, 129])}],
##     'layout': {'template': '...'}
## })

## Figure({
##     'data': [{'marker': {'color': array([0.        , 1.5849625 , 5.28540222, ..., 0.        , 0.        ,
##                                          0.        ])},
##               'mode': 'markers',
##               'name': 'Normal Operation',
##               'text': array([ 1.,  3., 39., ...,  1.,  1.,  1.]),
##               'type': 'scatter',
##               'x': array([ 92,   2,   1, ..., 100,  72,   1]),
##               'y': array([  3,   1,   1, ...,   2,   1, 129])},
##              {'marker': {'color': 'red'},
##               'mode': 'markers',
##               'name': 'Roughtime',
##               'text': array([ 1.,  1.,  1., ...,  6.,  5., 10.]),
##               'type': 'scatter',
##               'x': array([ 26,   1,  35, ...,  93,  92, 101]),
##               'y': array([ 4,  8,  7, ..., 13, 12,  8])}],
##     'layout': {'template': '...'}
## })

## Figure({
##     'data': [{'marker': {'color': array([0.        , 1.5849625 , 5.28540222, ..., 0.        , 0.        ,
##                                          0.        ])},
##               'mode': 'markers',
##               'name': 'Normal Operation',
##               'text': array([ 1.,  3., 39., ...,  1.,  1.,  1.]),
##               'type': 'scatter',
##               'x': array([ 92,   2,   1, ..., 100,  72,   1]),
##               'y': array([  3,   1,   1, ...,   2,   1, 129])},
##              {'marker': {'color': 'red'},
##               'mode': 'markers',
##               'name': 'Roughtime',
##               'text': array([ 1.,  1.,  1., ...,  6.,  5., 10.]),
##               'type': 'scatter',
##               'x': array([ 26,   1,  35, ...,  93,  92, 101]),
##               'y': array([ 4,  8,  7, ..., 13, 12,  8])}],
##     'layout': {'autosize': False,
##                'height': 900,
##                'template': '...',
##                'title': {'text': ('For a pair of attestations res' ... 'rst and/or second attestation?'),
##                          'x': 0.1,
##                          'xanchor': 'left',
##                          'y': 0.92},
##                'width': 900,
##                'xaxis': {'title': {'text': 'Number of other validators making the same attestation 1'}},
##                'yaxis': {'title': {'text': 'Number of other validators making the same attestations 2'}}}
## })

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Inc., Plotly Technologies. 2015. “Collaborative Data Science.” Montreal, QC: Plotly Technologies Inc. 2015. https://plot.ly.

Ushey, Kevin, JJ Allaire, and Yuan Tang. 2020. Reticulate: Interface to ’Python’. https://CRAN.R-project.org/package=reticulate.

Xie, Yihui, J. J. Allaire, and Garrett Grolemund. 2018. R Markdown: The Definitive Guide. Chapman and Hall. https://bookdown.org/yihui/rmarkdown.